Update app.py
Browse files
app.py
CHANGED
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@@ -49,27 +49,33 @@ def perform_blast_analysis(sequence):
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if blast_record.alignments:
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alignment = blast_record.alignments[0] # Get the top hit
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if hasattr(alignment, 'description') and alignment.description:
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st.write(f"**Potential Function:** This protein might be involved in {function.lower()}.")
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else:
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st.write("**Potential Function:** Unable to determine a specific function for this protein sequence.")
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else:
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st.write("No
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except Exception as e:
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st.error("An error occurred during protein analysis
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import streamlit as st
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# ... (keep all previous imports and functions)
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def update(sequence, word1, word2, word3, sequence_length):
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headers = {
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@@ -90,33 +96,15 @@ def update(sequence, word1, word2, word3, sequence_length):
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struct = bsio.load_structure('predicted.pdb', extra_fields=["b_factor"])
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b_value = round(struct.b_factor.mean(), 2)
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st.
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st.download_button(
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label="Download PDB",
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data=pdb_string,
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file_name='predicted.pdb',
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mime='text/plain',
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)
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st.markdown("""
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## What to do next:
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If you find interesting results from the sequence folding, you can explore further:
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1. Learn more about protein structures and sequences.
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2. Visit the [Protein Data Bank (PDB)](https://www.rcsb.org/) for known protein structures.
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3. Compare your folded structure with known functional proteins by downloading your results.
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4. Read about similar proteins to gain insights into potential functions.
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5. Click the "Analyze Protein" button below to get more information about your generated protein.
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**Remember, this folding is based on randomly generated sequences. Interpret the results with caution.
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Enjoy exploring the world of protein sequences! Share your high-confidence protein images with us on X [*@WandsAI*](https://x.com/wandsai)!
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""")
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st.session_state.show_analyze_button = True
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except requests.exceptions.RequestException as e:
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@@ -128,6 +116,8 @@ if 'sequence' not in st.session_state:
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st.session_state.sequence = None
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if 'show_analyze_button' not in st.session_state:
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st.session_state.show_analyze_button = False
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st.title("Word-Seeded Protein Sequence Generator and Structure Predictor")
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@@ -149,6 +139,36 @@ if st.sidebar.button('Generate and Predict'):
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else:
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st.sidebar.warning("Please enter all three words to generate a sequence.")
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# Show the Analyze Protein button if a sequence has been generated
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if st.session_state.show_analyze_button:
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if st.button('Analyze Protein'):
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if blast_record.alignments:
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alignment = blast_record.alignments[0] # Get the top hit
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hsp = alignment.hsps[0] # Get the first (best) HSP
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# Extract protein name and organism
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title_parts = alignment.title.split('|')
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protein_name = title_parts[-1].strip()
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organism = title_parts[-2].split('OS=')[-1].split('OX=')[0].strip()
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# Calculate identity percentage
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identity_percentage = (hsp.identities / alignment.length) * 100
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st.write(f"**Top Match:** {protein_name}")
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st.write(f"**Organism:** {organism}")
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st.write(f"**Sequence Identity:** {identity_percentage:.2f}%")
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st.write(f"**E-value:** {hsp.expect:.2e}")
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# Fetch protein function (if available)
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if hasattr(alignment, 'description') and alignment.description:
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st.write(f"**Potential Function:** {alignment.description}")
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# Link to BLAST results
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blast_link = f"https://blast.ncbi.nlm.nih.gov/Blast.cgi?PROGRAM=blastp&PAGE_TYPE=BlastSearch&LINK_LOC=blasthome"
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st.markdown(f"[View full BLAST results (may require re-running the search)]({blast_link})")
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else:
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st.write("No significant matches found. This might be a unique protein sequence!")
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except Exception as e:
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st.error(f"An error occurred during protein analysis: {str(e)}")
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st.write("Please try again later or contact support if the issue persists.")
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def update(sequence, word1, word2, word3, sequence_length):
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headers = {
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struct = bsio.load_structure('predicted.pdb', extra_fields=["b_factor"])
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b_value = round(struct.b_factor.mean(), 2)
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st.session_state.structure_info = {
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'pdb_string': pdb_string,
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'b_value': b_value,
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'word1': word1,
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'word2': word2,
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'word3': word3,
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'sequence_length': sequence_length
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}
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st.session_state.show_analyze_button = True
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except requests.exceptions.RequestException as e:
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st.session_state.sequence = None
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if 'show_analyze_button' not in st.session_state:
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st.session_state.show_analyze_button = False
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if 'structure_info' not in st.session_state:
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st.session_state.structure_info = None
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st.title("Word-Seeded Protein Sequence Generator and Structure Predictor")
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else:
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st.sidebar.warning("Please enter all three words to generate a sequence.")
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# Display structure information if available
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if st.session_state.structure_info:
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info = st.session_state.structure_info
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st.subheader(f'Predicted protein structure using seed: {info["word1"]}, {info["word2"]}, and {info["word3"]} + length {info["sequence_length"]}')
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render_mol(info['pdb_string'])
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st.subheader('plDDT Score')
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st.write('plDDT is a per-residue estimate of the confidence in prediction on a scale from 0-100%.')
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st.info(f'Average plDDT: {int(info["b_value"] * 100)}%')
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st.download_button(
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label="Download PDB",
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data=info['pdb_string'],
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file_name='predicted.pdb',
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mime='text/plain',
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)
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st.markdown("""
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## What to do next:
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If you find interesting results from the sequence folding, you can explore further:
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1. Learn more about protein structures and sequences.
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2. Visit the [Protein Data Bank (PDB)](https://www.rcsb.org/) for known protein structures.
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3. Compare your folded structure with known functional proteins by downloading your results.
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4. Read about similar proteins to gain insights into potential functions.
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5. Click the "Analyze Protein" button below to get more information about your generated protein.
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**Remember, this folding is based on randomly generated sequences. Interpret the results with caution.
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Enjoy exploring the world of protein sequences! Share your high-confidence protein images with us on X [*@WandsAI*](https://x.com/wandsai)!
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""")
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# Show the Analyze Protein button if a sequence has been generated
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if st.session_state.show_analyze_button:
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if st.button('Analyze Protein'):
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